The literature search for the assessment corpus was conducted using search terms provided by the experts and refined in co-operation with the Knowldge and Data task force. The search was conducted using OpenAlex, scripted from R to use the API. Search terms for the following searches were defined: Transformative Change, Nature / Environment and additional search terms for individual chapters and sub-chapters To assess the quality of the corpus, sets of key-papers were selected by the experts to verify if these are in the corpus. These key-papers were selected per chapter / sub-chapter to ensure that the corpus is representative of each chapter.
The following terminology is used in this document:
Individual corpus: The corpus resulting from one search term, e.g. transformative or nature or ChX_Y
Assessment Corpus: The corpus resulting from the search terms transformative AND nature
Chapter corpus: The corpus resulting from transformative AND Nature AND ChX_Y
The following searches are conducted on Title and Abstrat only as the availability of fulltext drops in 2020. OpenAlex did “inherit” fro Microsoft Academic their initial corpus in 2021 which contained a lot of fulltext for searches. After that time, other sources had to be used which did not include fulltext for searches. To eliminate this bias, we linit the search for terms in abstract and title only.
Search Terms
Here are the search terms used in this document. They were provided by the authors, and some adaptations were done by the tsu to adopt them for OpenAlex.
Transformative Change
Show the code
cat(params$s_1_transformative_change)
(
(
(
transformation
OR transition
OR transformative
OR "transformative change"
)
OR (
(
shift
OR change
)
AND (
fundamental
OR deep
OR radical
)
)
)
AND (
socio
OR social
OR politics
OR political
OR governance
OR economic
OR cultural
OR system
OR technological
OR inner
OR personal
OR financial
OR business
)
) OR (
(
"transformative change"
OR "deliberate transformation*"
OR "transformative turn"
OR transition
OR "social-ecological change*"
OR "deep change"
OR "fundamental alteration"
OR "profound change"
OR "profound transformation"
OR "radical transformation"
OR "transformational change"
OR "complete change"
OR "complete transformation"
OR "drastic change"
OR "in-depth transformation"
OR "progressive change"
OR "radical alteration"
OR "radical change"
OR "revolutionary change"
OR "significant modification"
OR "total transformation"
OR transition
OR pathway
OR power
OR agency
OR scale
OR leverage
OR context
OR process
OR regime
OR shift
OR views
OR value
OR structure
OR institution
OR deliberate
OR structural
OR fundamental
OR system
OR deep
OR radical
OR profound
OR drastic
OR widespread
OR political
OR economical
OR structur
OR complete
OR progressive
OR revolutionary
OR substantial
OR significant
)
AND (
transformation
OR alteration
OR change
OR turn
OR action
OR transition
OR shift
)
)
Nature
Show the code
#|cat(params$s_1_nature_environment)
biodiversity OR marine OR terrestrial OR forest* OR woodland* OR grassland* OR savanna* OR shrubland* OR peatland OR ecosystem OR lake OR river OR sea OR ocean OR meadow OR heathland OR mires OR bog OR tundra OR biosphere OR desert OR mountain OR "natural resource" OR estuary OR fjord OR fauna OR flora OR soil OR "coastal waters" OR wetland OR freshwater OR marshland OR marches OR dryland OR seascape OR landscape OR coast OR "arable land" OR "agricultural land" OR "natural environment" OR "environmental resource" OR agroforest OR "agro-forest" OR plantation OR "protected areas" OR chaparral OR sustainable OR environment OR conservation OR ecosystem OR nature OR planet OR Earth OR biosphere OR ecological OR "socio-ecological" OR restoration OR wildlife OR landscape OR species OR bioeconomy OR "resource system" OR "coupled system" OR nature
Assessment Corpus
Show the code
#|cat(params$s_1_f_tca_corpus())
((
(
(
transformation
OR transition
OR transformative
OR "transformative change"
)
OR (
(
shift
OR change
)
AND (
fundamental
OR deep
OR radical
)
)
)
AND (
socio
OR social
OR politics
OR political
OR governance
OR economic
OR cultural
OR system
OR technological
OR inner
OR personal
OR financial
OR business
)
) OR (
(
"transformative change"
OR "deliberate transformation*"
OR "transformative turn"
OR transition
OR "social-ecological change*"
OR "deep change"
OR "fundamental alteration"
OR "profound change"
OR "profound transformation"
OR "radical transformation"
OR "transformational change"
OR "complete change"
OR "complete transformation"
OR "drastic change"
OR "in-depth transformation"
OR "progressive change"
OR "radical alteration"
OR "radical change"
OR "revolutionary change"
OR "significant modification"
OR "total transformation"
OR transition
OR pathway
OR power
OR agency
OR scale
OR leverage
OR context
OR process
OR regime
OR shift
OR views
OR value
OR structure
OR institution
OR deliberate
OR structural
OR fundamental
OR system
OR deep
OR radical
OR profound
OR drastic
OR widespread
OR political
OR economical
OR structur
OR complete
OR progressive
OR revolutionary
OR substantial
OR significant
)
AND (
transformation
OR alteration
OR change
OR turn
OR action
OR transition
OR shift
)
)) AND (biodiversity OR marine OR terrestrial OR forest* OR woodland* OR grassland* OR savanna* OR shrubland* OR peatland OR ecosystem OR lake OR river OR sea OR ocean OR meadow OR heathland OR mires OR bog OR tundra OR biosphere OR desert OR mountain OR "natural resource" OR estuary OR fjord OR fauna OR flora OR soil OR "coastal waters" OR wetland OR freshwater OR marshland OR marches OR dryland OR seascape OR landscape OR coast OR "arable land" OR "agricultural land" OR "natural environment" OR "environmental resource" OR agroforest OR "agro-forest" OR plantation OR "protected areas" OR chaparral OR sustainable OR environment OR conservation OR ecosystem OR nature OR planet OR Earth OR biosphere OR ecological OR "socio-ecological" OR restoration OR wildlife OR landscape OR species OR bioeconomy OR "resource system" OR "coupled system" OR nature)
Chapter 1
01
Show the code
#|cat(params$s_1_ch1_01)
(
root
OR underlying
OR indirect
) AND (
driver
OR cause
)
02
Show the code
#|cat(params$s_1_ch1_02)
equity OR inequity OR just OR unjust OR inequality OR equality OR Fair OR unfair
03
Show the code
#|cat(params$s_1_ch1_03)
scal* OR impact OR leapfrog OR transfer
04
Show the code
#|cat(params$s_1_ch1_04)
inclusive OR participation OR participatory OR engagement OR democratic OR coproduct OR transdisc OR multiactor OR "multi-actor" OR integrat
05
Show the code
#|cat(params$s_1_ch1_05)
evaluate OR reflex OR reflect OR monitor OR adapt OR learn
06
Show the code
#|cat(params$s_1_ch1_06)
responsib OR accountable OR rights OR steward OR reciprocity OR interdependent OR interdependency OR (
relation
OR relational
OR plural
OR diverse
OR "sustainability-aligned"
OR (
care
AND (
value
OR ethic
)
)
)
Chapter 2
Show the code
#|cat(params$s_1_ch2)
vision OR future OR visionary OR scenarios OR imagination OR imagery OR creativity OR desire OR wish OR visioning OR process OR "participaory process" OR "deliberate process" OR polics OR target OR view OR value OR cosmovision OR cosmocentric OR dream OR fiction OR hope OR mission OR objective OR story OR worldview OR aspiration OR action OR plan OR strategy OR intention OR model OR solution OR innovation OR perspective OR platform OR collective action OR cooperation OR consultation OR coalition OR response OR movement OR effort OR initiative OR activity OR reaction OR performance OR operation OR effect OR task OR project OR influence OR moment OR discourse OR motivation OR iteration OR roadmap OR agenda OR project OR programm OR government OR technique OR inspiration OR culture OR universe OR reality OR fantasy OR perception OR visualization OR approach OR image OR arquetype OR existence OR cosmology OR co-production OR knowledge OR dialogue OR transmission OR conceptual OR ceremony OR relationships OR respect OR reciprocity OR responsibilities OR solidarity OR harmony OR self-determination OR community OR spiritual OR languague OR territory OR opportunity OR sight OR foresight OR idea OR appearance
Chapter 3
01
Show the code
#|cat(params$s_1_ch3_01)
Technolog* OR Science* OR "science-society" OR "science-technology" OR Solution
02
Show the code
#|cat(params$s_1_ch3_02)
"co-create" OR "co-creation" OR solution OR knowledge OR system OR "t-lab" OR "technology laboratory" OR education OR "socio-technic*"
03
Show the code
#|cat(params$s_1_ch3_03)
System OR pathways OR connect OR Agroecolog OR Institutional OR Institution OR Government
04
Show the code
#|cat(params$s_1_ch3_04)
inner OR Personal OR Religion OR Love OR Loving OR Feelings OR Stewardship OR Care OR Beliefs OR Belief OR believe OR Awareness OR "Self-Awareness"
05
Show the code
#|cat(params$s_1_ch3_05)
Worldviews OR Grassroot OR "Community-based" OR Indigenous OR Leadership OR "Critical Science" OR Econfeminism OR "Political Ecology" OR Power OR Agency OR Environment
06
Show the code
#|cat(params$s_1_ch3_06)
Economic OR "Political Economy" OR institution OR govern OR economy OR governance OR government OR globalization OR states OR colonial OR colonialiasism OR labour OR organization*
Chapter 4
01
Show the code
#|cat(params$s_1_ch4_01)
(
challenge
OR barrier
OR obstacle
OR hinder
OR hindrance
OR block
OR prevent
OR deter
OR inertia
OR "path dependence"
OR "path dependency"
OR stasis
OR "lock-in"
OR trap
OR habits
OR habitual
OR "status quo"
OR power
OR "limiting factOR"
) AND (
economic inequality
OR "Wealth concentration"
OR "Socioeconomic inequality"
OR financialization
OR "uneven development"
OR Financialization
OR "Structural adjustment"
OR "Sovereign Debt"
OR inequality
OR "Policy effectiveness"
)
02
Show the code
#|cat(params$s_1_ch4_02)
(
challenge
OR barrier
OR obstacle
OR hinder
OR hindrance
OR block
OR prevent
OR deter
OR inertia
OR "path dependence"
OR "path dependency"
OR stasis
OR "lock-in"
OR trap
OR habits
OR habitual
OR status quo
OR power
OR "limiting factor"
) AND (
"clean technolog*"
OR "clean innovation*"
OR "sustainable innovation"
OR "sustainable technological innovation"
) AND (
"limited access"
OR "limited availability"
OR "lack of access"
OR "unavailability"
)
Chapter 5
Vision
Show the code
#|cat(params$s_1_ch5_vision)
Case
Show the code
#|cat(params$s_1_case)
"case study" OR case OR "study area" OR example OR evaluation OR concrete OR empirical OR practical OR initiative
Vision & Case
Topics
OpenAlex assigns topics to each work in a hirarchical manner:
Please see here for more information and here for a complete list of all topics and their corresponding subfields, fields and domains.
Get and calculate Data
In this section, the data is retrieved from OpenAlex and the calculations are done. It contains the code used. No results are shown here, so this section can be skipped.
Here we show the number of hits for the key papers in the different individual corpi. The columns represent the different search terms as defined in Section 2.1.
Each column is a different search term, and each row consists of the key papers of a specific chapter and the author who provided the key papers. The number is the number of key papers occurring in the Individual Corpus.
Warning: Some values were not matched unambiguously: XK
Warning in map_country_codes(mutate(countries_tca_corpus, log_count = log(count)), : The following countries are not in the world dataset:
AIA, BLM, BMU, CXR, GGY, GIB, IOT, MCO, MHL, MDV, NFK, NRU, SMR, TKL, TUV, UMI, VAT, VGB, WLF, NA
and will therefore not be plotted!
Show the code
map
Topics in corpus
Show the code
#|cs <-cumsum(prim_topics_tca_corpus$count)cs |>plot(type ="l",xlab ="Topic",ylab ="Cumulative Count",main ="Cumulative Topics in TCA Corpus" )abline(h =0.95* cs[length(cs)],v =min(which(cs >0.95* cs[length(cs)])),col ="red")text(x =0.5*length(cs),y =0.95* cs[length(cs)],pos =3,labels ="95% of the corpus",col ="red")
Warning in instance$preRenderHook(instance): It seems your data is too big for
client-side DataTables. You may consider server-side processing:
https://rstudio.github.io/DT/server.html
@report{m krug2024,
author = {M Krug, Rainer},
title = {Data {Management} {Report} {Transformative} {Change}
{Assessment} {Corpus} - {SOD}},
date = {2024-02-20},
doi = {10.5281/zenodo.10251349},
langid = {en},
abstract = {The literature search for the assessment corpus was
conducted using search terms provided by the experts and refined in
co-operation with the Knowldge and Data task force. The search was
conducted using {[}OpenAlex{]}(https://openalex.org), scripted from
{[}R{]}(https://cran.r-project.org) to use the
{[}API{]}(https://docs.openalex.org). Search terms for the following
searches were defined: **Transformative Change**, **Nature /
Environment** and **additional search terms for individual chapters
and sub-chapters** To assess the quality of the corpus, sets of
key-papers were selected by the experts to verify if these are in
the corpus. These key-papers were selected per chapter / sub-chapter
to ensure that the corpus is representative of each chapter.}
}
For attribution, please cite this work as:
M Krug, Rainer. 2024. “Data Management Report Transformative
Change Assessment Corpus - SOD.”Report Transformative Change
Assessment Corpus. https://doi.org/10.5281/zenodo.10251349.
